Friday Notes

Intelligence Dispatches For Founders

Weekly notes on pitch deck verification, AI governance, and what we've learned shipping verdicts. Every Friday at 09:00 GMT.

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17 dispatches

Why Most AI Deck Checks Skip the Hard Part

A 2025 EMNLP paper found AI models agree with users more readily the more confidently they state a claim. That's exactly the failure mode a founder checking their own deck is most exposed to — and the specific mechanism structured verification uses instead.

MethodologyAI

Why ChatGPT Says Your Startup Idea Is Brilliant (And Why That's the Problem)

New research in Science confirms what founders discover too late: AI assistants affirm users 49% more than humans do, even when they're wrong. Here's why ChatGPT can't validate your idea, and what can.

Series A Data Room: What UK Investors Verify Before the Room

Most deals don't die in the term-sheet conversation — they die in the four weeks after it. A structured breakdown of what UK Series A investors verify inside your data room, and the preparation failures that most reliably break deals before close.

Series ADue Diligence

Startup Failure Rate: What the 43% Really Means for Your Idea

CB Insights data shows 43% of VC-backed startups fail due to poor product-market fit — broken down stage by stage from idea to Series B, with the Carta graduation cliff and the 4 PMF Failure Archetypes.

DataOffer Validation